Green’s Dictionary of Slang

(US black) any woman, irrespective of status vis-à-vis welfare, who is poorly dressed and unkempt.

1980

E. Folb Runnin’ Down Some Lines 197: Another group of expressions address female appearance: [...] welfare mother (woman who dresses badly or inappropriately).